Introducing DORA, an AI that learns no-press Diplomacy from scratch with no human data! Our #NeurIPS2021 paper shows DORA is superhuman in 1v1 Diplomacy. In 7p Diplomacy, the results are more subtle. Joint work w/ @anton_bakhtin, David Wu, and @adamlerer: arxiv.org/abs/2110.02924
@anton_bakhtin@adamlerer DORA solves Diplomacy's combinatorial action space problem. It also suggests self play isn't enough to be superhuman in 7-player Diplomacy due to many equilibria, unlike chess, go, and 6-player poker. That motivates Diplomacy as an excellent domain for researching multi-agent AI.
You can play against DORA on webdiplomacy.net! Just launch a bot game for the France vs. Austria variant.
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